{"id":4446,"date":"2025-08-12T14:58:59","date_gmt":"2025-08-12T17:58:59","guid":{"rendered":"https:\/\/anyssa.com.br\/portfolio\/data-based-pricing-forecasting-tool\/"},"modified":"2025-08-17T18:26:28","modified_gmt":"2025-08-17T21:26:28","slug":"data-based-pricing-forecasting-tool","status":"publish","type":"portfolio","link":"https:\/\/anyssa.com.br\/en\/portfolio\/data-based-pricing-forecasting-tool\/","title":{"rendered":"Data-based pricing forecasting tool"},"content":{"rendered":"\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-bea02a06 wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\"><strong>Context and Goal<\/strong><\/h2>\n\n\n\n<p>A <strong>US-based global leader in sports apparel e-commerce<\/strong>, was facing a critical challenge: the price update operation was partially manual, fragmented across multiple tools, and could take weeks to complete. The goal was to build a centralized system capable of suggesting large-scale pricing adjustments across the catalog in an automated, accurate way, driven by predictive data on market fluctuations. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Solution and Impact<\/strong><\/h2>\n\n\n\n<p>I led the entire end-to-end UX\/UI process \u2014 from discovery, flows, wireframes, prototypes, design system to hand-off \u2014 scaling the product from an MVP (9,000 products) to global adoption (3+ Million products). The price update process was reduced from weeks to daily executions, with less effort and greater accuracy. <\/p>\n\n\n\n<div class=\"wp-block-group project-info has-border-color has-palette-color-5-color has-palette-color-4-background-color has-text-color has-background has-link-color wp-elements-2726685b2ebe24641c5dde9368ebd3ae is-layout-constrained wp-container-core-group-is-layout-db71dc23 wp-block-group-is-layout-constrained\" style=\"border-color:var(--theme-palette-color-6, #2a2a2b);border-width:2px;border-radius:0px;padding-top:var(--wp--preset--spacing--60);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--60);padding-left:var(--wp--preset--spacing--60);font-size:14px\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7fc3d43a wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color has-small-font-size wp-elements-0b58f15db01c9bf4de892ecc04a67ceb\" style=\"margin-bottom:var(--wp--preset--spacing--50);letter-spacing:2px;text-transform:uppercase\">My role<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lead UI\/UX Designer<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color has-small-font-size wp-elements-5dc38cb69efe850d50a2d9b0256faa8c\" style=\"margin-bottom:var(--wp--preset--spacing--50);letter-spacing:2px;text-transform:uppercase\">Tools<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Figma<\/li>\n\n\n\n<li>Ant Design UI Framework<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color has-small-font-size wp-elements-8d4ab3cb8436fe999b99535a76626ed4\" style=\"margin-bottom:var(--wp--preset--spacing--50);letter-spacing:2px;text-transform:uppercase\">Deliverables<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Interactive prototype<\/li>\n\n\n\n<li>Design System components<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-border-color has-palette-color-6-border-color has-palette-color-5-color has-palette-color-4-background-color has-text-color has-background has-link-color wp-elements-6156d949440d3d68eeee41c9db880642 is-layout-constrained wp-block-group-is-layout-constrained\" style=\"border-width:2px\">\n<p class=\"has-palette-color-5-color has-text-color has-link-color wp-elements-1a73cc93d83d7521b5ffbb17cc04eef5\" style=\"margin-top:0px;margin-bottom:15px\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-palette-color-5-color\">\u2726 Key outcome<\/mark><\/p>\n\n\n\n<p class=\"has-large-font-size\" style=\"line-height:1.3\">The pricing process was automated, reducing weeks of manual work to <mark style=\"background-color:rgba(0, 0, 0, 0);color:#00d084\" class=\"has-inline-color\">a daily process<\/mark>, minimizing human errors, and increasing efficiency. The system was adopted globally, managing <mark style=\"background-color:rgba(0, 0, 0, 0);color:#00d084\" class=\"has-inline-color\">over 3 million SKUs<\/mark>.<\/p>\n<\/div>\n\n\n\n<p class=\"has-text-align-right\"><a href=\"#case-study\" data-type=\"internal\" data-id=\"#case-study\">Jump to the case study \u21b4<\/a><\/p>\n<\/div>\n\n<div class=\"wp-block-group alignfull has-palette-color-7-background-color has-background is-layout-flow wp-container-core-group-is-layout-8f7a7873 wp-block-group-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--70);padding-bottom:var(--wp--preset--spacing--70)\">\n<figure class=\"wp-block-image aligncenter size-full is-resized has-custom-border\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1261\" height=\"2560\" src=\"https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Dashboard-4-scaled.png\" alt=\"\" class=\"wp-image-4392\" style=\"border-radius:8px;box-shadow:var(--wp--preset--shadow--deep);width:900px\" srcset=\"https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Dashboard-4-scaled.png 1261w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Dashboard-4-148x300.png 148w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Dashboard-4-504x1024.png 504w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Dashboard-4-768x1560.png 768w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Dashboard-4-756x1536.png 756w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Dashboard-4-1009x2048.png 1009w\" sizes=\"(max-width: 1261px) 100vw, 1261px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized has-custom-border\"><img decoding=\"async\" width=\"1600\" height=\"1961\" src=\"https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Action-Recommendations.png\" alt=\"\" class=\"wp-image-4400\" style=\"border-radius:8px;box-shadow:var(--wp--preset--shadow--deep);width:900px\" srcset=\"https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Action-Recommendations.png 1600w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Action-Recommendations-245x300.png 245w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Action-Recommendations-835x1024.png 835w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Action-Recommendations-768x941.png 768w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Action-Recommendations-1253x1536.png 1253w\" sizes=\"(max-width: 1600px) 100vw, 1600px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized has-custom-border\"><img decoding=\"async\" width=\"1600\" height=\"1171\" src=\"https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Browse.png\" alt=\"\" class=\"wp-image-4406\" style=\"border-radius:8px;box-shadow:var(--wp--preset--shadow--deep);width:900px\" srcset=\"https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Browse.png 1600w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Browse-300x220.png 300w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Browse-1024x749.png 1024w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Browse-768x562.png 768w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Browse-1536x1124.png 1536w\" sizes=\"(max-width: 1600px) 100vw, 1600px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"2358\" src=\"https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Step-2.png\" alt=\"\" class=\"wp-image-4408\" style=\"border-radius:8px;box-shadow:var(--wp--preset--shadow--deep);width:900px\" srcset=\"https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Step-2.png 1600w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Step-2-204x300.png 204w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Step-2-695x1024.png 695w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Step-2-768x1132.png 768w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Step-2-1042x1536.png 1042w, https:\/\/anyssa.com.br\/wp-content\/uploads\/2025\/08\/Step-2-1390x2048.png 1390w\" sizes=\"(max-width: 1600px) 100vw, 1600px\" \/><\/figure>\n<\/div>\n\n<hr class=\"wp-block-separator has-text-color has-palette-color-1-color has-alpha-channel-opacity has-palette-color-1-background-color has-background is-style-dots\" style=\"margin-top:var(--wp--preset--spacing--80);margin-bottom:var(--wp--preset--spacing--80)\" id=\"case-study\"\/>\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-1c39d757 wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--80);margin-bottom:var(--wp--preset--spacing--80)\">\n<p class=\"has-medium-font-size\" style=\"margin-top:0;margin-bottom:0\">Case study<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-left has-x-large-font-size\" style=\"margin-top:0\">Designing for complexity<\/h2>\n\n\n\n<p class=\"has-text-align-left\">I was invited to join the Data Engineering team on a strategic global pricing initiative. The product already had a functional Proof of Concept, that was built with generic UI components, without defined flows or designed screens. My role was <strong>to structure the end-to-end experience, translating the complexity of data models into clear and actionable interfaces<\/strong>.  <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">First Step: Discovery and Mapping<\/h3>\n\n\n\n<p>I began by diving into the <strong>core feature \u2014 Action Recommendation<\/strong>, which suggested price adjustments based on predictive data. From there, I expanded the mapping across the system, identifying interdependencies and critical points for the user experience. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">From Draft to Validation<\/h3>\n\n\n\n<p>The next step was creating <strong>low-fidelity wireframes<\/strong>, which enabled us to validate flows and interactions quickly with the engineering team and business stakeholders. This process reduced risks and ensured alignment before moving forward with visual design decisions. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Prototyping with Precision<\/h3>\n\n\n\n<p>With flows validated, I moved on to <strong>high-fidelity prototypes<\/strong>, building and refining one feature at a time. This work followed a continuous cycle of prototyping, review, and validation, ensuring each functionality met both technical and business requirements. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Delivered Features<\/h3>\n\n\n\n<p>Key deliveries included:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Dashboard Overview (Home)<\/strong> \u2013 executive view of the system.<\/li>\n\n\n\n<li><strong>Action Recommendation<\/strong> \u2013 repricing suggestions powered by predictive models.<\/li>\n\n\n\n<li><strong>Pricing Automation Flow<\/strong> \u2013 recommendation, staging, forecasting review, and approval.<\/li>\n\n\n\n<li><strong>Product Summary View<\/strong> \u2013 detailed insights on products and recommendations.<\/li>\n\n\n\n<li><strong>Manual Actions<\/strong> \u2013 complementary manual adjustments.<\/li>\n\n\n\n<li><strong>Reports<\/strong> \u2013 performance reports and forecasting metrics for the business team.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Outcome<\/h3>\n\n\n\n<p class=\"has-text-align-left\">The design process transformed a functional but limited MVP into a <strong>robust, scalable product<\/strong> \u2014 delivering visual clarity, operational efficiency, and confidence for critical global pricing decisions.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Context and Goal A US-based global leader in sports apparel e-commerce, was facing a critical challenge: the price update operation was partially manual, fragmented across multiple tools, and could take weeks to complete. The goal was to build a centralized system capable of suggesting large-scale pricing adjustments across the catalog in an automated, accurate way, [&hellip;]<\/p>\n","protected":false},"featured_media":4395,"template":"","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","_eb_attr":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"ano":""},"escopo":[119],"class_list":["post-4446","portfolio","type-portfolio","status-publish","has-post-thumbnail","hentry","escopo-ux-design-en"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/anyssa.com.br\/en\/wp-json\/wp\/v2\/portfolio\/4446","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/anyssa.com.br\/en\/wp-json\/wp\/v2\/portfolio"}],"about":[{"href":"https:\/\/anyssa.com.br\/en\/wp-json\/wp\/v2\/types\/portfolio"}],"version-history":[{"count":12,"href":"https:\/\/anyssa.com.br\/en\/wp-json\/wp\/v2\/portfolio\/4446\/revisions"}],"predecessor-version":[{"id":4484,"href":"https:\/\/anyssa.com.br\/en\/wp-json\/wp\/v2\/portfolio\/4446\/revisions\/4484"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/anyssa.com.br\/en\/wp-json\/wp\/v2\/media\/4395"}],"wp:attachment":[{"href":"https:\/\/anyssa.com.br\/en\/wp-json\/wp\/v2\/media?parent=4446"}],"wp:term":[{"taxonomy":"escopo","embeddable":true,"href":"https:\/\/anyssa.com.br\/en\/wp-json\/wp\/v2\/escopo?post=4446"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}